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	<title>Willy Kjellstrom</title>
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		<title>AI Bird Counting (Part 1): Creating Image Sets</title>
		<link>https://www.willykjellstrom.com/ai-bird-counting-part-1/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Fri, 11 Jun 2021 11:48:50 +0000</pubDate>
				<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[Bird]]></category>
		<category><![CDATA[Counting]]></category>
		<category><![CDATA[Image]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Test]]></category>
		<category><![CDATA[Train]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=21208</guid>

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		<post-id xmlns="com-wordpress:feed-additions:1">21208</post-id>	</item>
		<item>
		<title>Coronavirus Web Scraper + Google Sheets</title>
		<link>https://www.willykjellstrom.com/coronavirus/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Mon, 23 Mar 2020 19:27:20 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[Coronavirus]]></category>
		<category><![CDATA[COVID-19]]></category>
		<category><![CDATA[Google Sheets]]></category>
		<category><![CDATA[Python]]></category>
		<category><![CDATA[Web Scraper]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=21155</guid>

					<description><![CDATA[]]></description>
										<content:encoded><![CDATA[<div class="wpb-content-wrapper"><div      class="vc_row wpb_row section vc_row-fluid  vc_custom_1584972461846" style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">
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			<p>I decided to complete a weekly project during my self-isolation period in an effort to keep my mind sharp and entertained. I realized early last week that I can very easily piddle away the day doing school work, watching movies, playing video games, and taking naps. So, I made a personal goal: Start and finish a project that required me to learn something new, make a tangible product, and share what I created with other people.</p>
<p>My first project consisted of learning how to create a program that scrapes websites for data that could be repurposed in a spreadsheet program for mathematical analysis almost like a database. Since I was not working because of COVID-19, I thought that it might be fun to gather statistical data about the Coronavirus from various health repositories. I setup a Raspberry Pi, opened a Python script, and began a deep dive into automatic web scraping.</p>

		</div> 
	</div> </div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid  vc_custom_1584972479777" style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><blockquote class=' with_quote_icon' style='width: 100%;border-left-color: #757575;'><i class='fa fa-quote-right' style=''></i><h5 class='blockquote-text' style=''>Web scraping, web harvesting, or web data extraction is data scraping used for extracting data from websites. Web scraping software may access the World Wide Web directly using the Hypertext Transfer Protocol, or through a web browser... It is a form of copying, in which specific data is gathered and copied from the web, typically into a central local database or spreadsheet, for later retrieval or analysis.</h5></blockquote></div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid  vc_custom_1584972501895" style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">
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			<p>Click on a tab below to see graphs from the final project, view the spreadsheet database, and examine the Python program. All of the data comes from <a href="https://covidtracking.com/" target="_blank" rel="noopener noreferrer">The COVID Tracking Project</a>.</p>

		</div> 
	</div> </div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid  vc_custom_1584972501895" style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="cq-tabs " style="width:" data-tabsstyle="style3" data-titlebg="#ddaa5d" data-titlecolor="" data-titlehoverbg="#6b6b6b" data-titlehovercolor="" data-rotatetabs="0"><ul class="cq-tabmenu style3"><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>Graphs</span></a></li><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>Spreadsheet</span></a></li><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>Python Program</span></a></li><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>Reflection</span></a></li><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>Resources</span></a></li><li style="background-color:#ddaa5d;"><a href="#" style="color:;"><span>References</span></a></li></ul><div class="cq-tabcontent style3" style="background:;"><div class="cq-tabitem" style="color:;"><code><iframe src="https://docs.google.com/spreadsheets/d/e/2PACX-1vQL5XoKM27-9bZrGi48_d0YHKHe0j58Gst2C1kcz01KWGpqg0a7jFIq4pm3Y-kbULR56GavHxNQfrzD/pubchart?oid=2091875049&amp;format=interactive" width="703" height="372" frameborder="0" scrolling="no" seamless=""></iframe></code><br />
<code><iframe src="https://docs.google.com/spreadsheets/d/e/2PACX-1vQL5XoKM27-9bZrGi48_d0YHKHe0j58Gst2C1kcz01KWGpqg0a7jFIq4pm3Y-kbULR56GavHxNQfrzD/pubchart?oid=780840562&amp;format=interactive" width="703.003" height="372.5458083333333" frameborder="0" scrolling="no" seamless=""></iframe></code><br />
<code><iframe src="https://docs.google.com/spreadsheets/d/e/2PACX-1vQL5XoKM27-9bZrGi48_d0YHKHe0j58Gst2C1kcz01KWGpqg0a7jFIq4pm3Y-kbULR56GavHxNQfrzD/pubchart?oid=1191856335&amp;format=interactive" width="705.5" height="397.5199999999999" frameborder="0" scrolling="no" seamless=""></iframe></code><br />
<code><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vQL5XoKM27-9bZrGi48_d0YHKHe0j58Gst2C1kcz01KWGpqg0a7jFIq4pm3Y-kbULR56GavHxNQfrzD/pubchart?oid=2071012239&amp;format=interactive" width="705.5" height="391.506" frameborder="0" scrolling="no" seamless=""></iframe></code></div><div class="cq-tabitem" style="color:;">All of the data is stored in a Google Spreadsheet. The spreadsheet contains all state data from March 23, 2020 onward. Historical data is only recorded for the states of Virginia, Georgia, and North Carolina because that is where my family lives.</p>
<p>Updates occur at 11:55 PM each evening.</p>
<p><a  itemprop="url" href="https://docs.google.com/spreadsheets/d/1SYVuHooGSPvs-nvoTRc9VrwFEylKOAGZ9w6oqV31uCE/edit?usp=sharing" target="_blank"  class="qbutton  default" style="margin: 16; ">View the Google Spreadsheet</a></div><div class="cq-tabitem" style="color:;">import requests<br />
import json<br />
import urllib<br />
from datetime import date<br />
import gspread<br />
from oauth2client.service_account import ServiceAccountCredentials</p>
<p>url = &#8216;https://covidtracking.com/api/states&#8217; # URL that contains current COVID-19 state data.<br />
jsonFile = urllib.request.urlopen(url) # Extract data from URL as a JSON file.<br />
all_states = json.loads(jsonFile.read()) # Parse JSON file as state, territory, and DC entries.<br />
scope = [&#8216;https://www.googleapis.com/auth/drive&#8217;]<br />
credentials = ServiceAccountCredentials.from_json_keyfile_name(&#8216;ABSOLUTE PATH TO CREDENTIALS&#8217;, scope)<br />
client = gspread.authorize(credentials)<br />
sheet = client.open_by_key(&#8216;SPREADSHEET ID&#8217;).sheet1</p>
<p>for result in all_states:<br />
today = date.today()<br />
date1 = today.strftime(&#8220;%m/%d/%Y&#8221;)<br />
abbr = result[&#8216;state&#8217;]<br />
pos = result[&#8216;positive&#8217;]<br />
neg = result[&#8216;negative&#8217;]<br />
pend = result[&#8216;pending&#8217;]<br />
hospital = result[&#8216;hospitalized&#8217;]<br />
dead = result[&#8216;death&#8217;]<br />
row = [date1, abbr, pos, neg, pend, hospital, dead]<br />
sheet.append_row(row, value_input_option=&#8217;USER_ENTERED&#8217;, insert_data_option=&#8217;INSERT_ROWS&#8217;, table_range=&#8217;A1&#8242;)</div><div class="cq-tabitem" style="color:;"></p>
<ol>
<li>Parsing data from a <em>.html</em> page is straightforward with the <a href="https://www.crummy.com/software/BeautifulSoup/bs4/doc/" target="_blank" rel="noopener noreferrer">Beautiful Soup</a> package. When the underlying html changes like it did on <a href="https://covidtracking.com/" target="_blank" rel="noopener noreferrer">The COVID Tracking Project</a> website, parsing the page is frustrating. For example, I had to use <em>td</em> tags and indexing to pull values for all of the positive, negative, pending, and death cases. When the web managers altered the html and css properties, it produced a fatal IndexError in my original Python program. I had to write an entirely new Python program that used a <em>.json</em> file to scrape the data.</li>
<li>Parsing data using a <em>.json</em> file is more consistent than requesting and storing the data in a <em>.html</em> file.</li>
<li>Connecting a Python program to Google Sheets is simple if you use the <em>oauth2clinet</em> and the Google Sheets API. Following the official Google Sheets API directions is mind numbing and confounding. I found the <a href="https://www.youtube.com/watch?v=4at0BuA6Zck&amp;" target="_blank" rel="noopener noreferrer">Google Sheets + Python Integration</a> video to be clear except for the fact that the screencast failed to state that you have to share the <em>client_email</em> in the <em>credentials.json</em> file in the target Google Sheet.</li>
<li>Setting up a Crontab job to automate a Python program is confusing. For example, I wanted to test how my Python program ran so I implemented what I thought was a job that occurred every 5 minutes using <em>5 * * * *</em>. It turned out that the time setting for the job meant that the script would only execute at 12:05 AM. Long story short, using a website like <a href="https://crontab.guru/" target="_blank" rel="noopener noreferrer">Crontab Guru</a> is essential to properly execute jobs at specific intervals or times.</li>
</ol>
<p></div><div class="cq-tabitem" style="color:;">The links on this page helped me complete this project. Check them out!</p>
<ul>
<li><a href="https://covidtracking.com/" target="_blank" rel="noopener noreferrer">The COVID Tracking Project</a></li>
<li><a href="https://www.kff.org/health-costs/issue-brief/state-data-and-policy-actions-to-address-coronavirus/" target="_blank" rel="noopener noreferrer">State Data and Policy Actions to Address Coronavirus</a></li>
<li><a href="https://realpython.com/python-json/" target="_blank" rel="noopener noreferrer">Working with JSON Data in Python</a></li>
<li><a href="https://www.powercms.in/blog/how-get-json-data-remote-url-python-script" target="_blank" rel="noopener noreferrer">How to get json data from remote url into Python script</a></li>
<li><a href="https://stackoverflow.com/questions/12965203/how-to-get-json-from-webpage-into-python-script" target="_blank" rel="noopener noreferrer">How to get JSON from webpage into Python script</a></li>
<li><a href="https://www.youtube.com/watch?v=4at0BuA6Zck&amp;" target="_blank" rel="noopener noreferrer">YouTube: Google Sheets + Python Integration</a></li>
<li><a href="https://crontab.guru/" target="_blank" rel="noopener noreferrer">Crontab Guru</a></li>
</ul>
<p></div><div class="cq-tabitem" style="color:;"></p>
<ul>
<li><a href="https://en.wikipedia.org/wiki/Web_scraping" target="_blank" rel="noopener noreferrer">Web Scraping</a></li>
</ul>
<p></div></div></div></div></div></div></div></div>
</div>]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">21155</post-id>	</item>
		<item>
		<title>An Environmental Monitoring Dashboard</title>
		<link>https://www.willykjellstrom.com/dashboard/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Mon, 20 Aug 2018 10:00:51 +0000</pubDate>
				<category><![CDATA[Google]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[API]]></category>
		<category><![CDATA[Chart]]></category>
		<category><![CDATA[Google Sheets]]></category>
		<category><![CDATA[Graph]]></category>
		<category><![CDATA[Weather]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=21003</guid>

					<description><![CDATA[]]></description>
										<content:encoded><![CDATA[<div class="wpb-content-wrapper"><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">
	<div class="wpb_text_column wpb_content_element  vc_custom_1534714459859">
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			<p style="text-align: center;"><em>Note: The charts and graphs in this post take time to load. Refreshing the page will update all of the data.</em></p>

		</div> 
	</div> 
	<div class="wpb_text_column wpb_content_element  vc_custom_1535322104529">
		<div class="wpb_wrapper">
			<p>I spent a part of <em>Summer 2018</em> reading tutorials that explained how the Google Sheets API worked with Google Sheets. My Goal: Figure out a way to send data from various Arduino sensors spread inside and outside of my apartment to Google Sheets and longitudinally store the data for immediate analysis and longterm graphing.</p>

		</div> 
	</div> 
	<div class="wpb_text_column wpb_content_element  vc_custom_1534461919356">
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			<p>This post shows the outcome of what was a frustrating but ultimately successful two-month journey: A visual display of environmental readings around my apartment. This post does not describe how to build the datalogging system- that&#8217;s for a future series of blog posts that I hope to publish in the coming months.</p>

		</div> 
	</div> </div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="cq-tabs " style="width:80" data-tabsstyle="style1" data-titlebg="#f4f4f4" data-titlecolor="#777777" data-titlehoverbg="#dd9933" data-titlehovercolor="#ffffff" data-rotatetabs="0"><ul class="cq-tabmenu style1" style="background-color:#f4f4f4;border-bottom-color:#dd9933;"><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">TODAY</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">LAST 3 DAYS</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">LAST 7 DAYS</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">LAST 31 DAYS</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">BACKGROUND</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">QUESTIONS</a></li></ul><div class="cq-tabcontent style1" style="background:;"><div class="cq-tabitem" style="color:;"></p>
<h2>Outdoor Monitoring System</h2>
<p><em>Click on a tab to view questions, graphs, and charts for the outdoor monitoring system. The charts and graphs are interactive; hovering over a dial, line, or bar will display specific values. Refreshing the page will update the graphs and charts.</em></p>
<h2>Current Readings</h2>
<p>The most recent readings from the outdoor monitoring system. Refresh the page to view updated readings.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=158241135&amp;format=interactive" width="644" height="152" frameborder="0" scrolling="no" seamless=""><br />
</iframe></p>
<h2>Timeline of Readings</h2>
<p>The timeline contains all of the values for today. Pressure is not included because of the timeline&#8217;s lack of support for dual axes. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=579211271&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Humidity, Temperature, &amp; Pressure</h2>
<p>A line chart depicting humidity, temperature, and pressure changes for today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=615586293&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Timeline of Readings</h2>
<p>The timeline chart contains all of the values over three days including today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=3333965&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""><br />
</iframe></p>
<h2>Averages</h2>
<p>The bar graph contains the averages for all of the metrics over three days including today. Today&#8217;s averages change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=265998394&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Frequency Statistics</h2>
<p>The table contains the frequency statistics for all of the metrics over three days including today. Today&#8217;s reading values change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=17242951&amp;format=interactive" width="600" height="542" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Timeline of Readings</h2>
<p>The timeline chart contains all of the values over seven days including today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=2014585693&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Averages</h2>
<p>The line graph contains the averages for all of the metrics over seven days including today. Today’s averages change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=118980699&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Frequency Statistics</h2>
<p>The table contains the frequency statistics for all of the metrics over seven days including today. Today’s reading values update every five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=66882205&amp;format=interactive" width="763.5" height="548.5" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Coming soon</h2>
<p></div><div class="cq-tabitem" style="color:;"></p>
<h2>Outdoor Readings</h2>
<p>The graphs and charts in the tabs above come from a NodeMCU microcontroller and two sensors (DHT22 and GY-BMP280) that are on the back deck of my apartment in Charlottesville, VA.</p>
<p>The NodeMCU collects sensor readings every 5 minutes and transmits the data over WiFi to a local Raspberry Pi web server that&#8217;s on a shelf in my living room. When the Raspberry Pi receives new readings, a PHP page on the server parses the incoming data, pushes the information to the Google Sheets API, and then logs all of the readings in a specific Google Sheet in my personal Google Account. After that, I use a random assortment of mathematical functions and pivot tables in Google Sheets to tease out useful graphical representations based on questions from the data set.</div><div class="cq-tabitem" style="color:;"></p>
<h2>Graph-Question Connections</h2>
<p>The included graphs and data display decisions arose from questions that I believe students might have if they built a similar system.</p>
<ol>
<li>What can be mathematically observed when there is a weather event like rain, snow, or a tornado?</li>
<li>Is there a connection between humidity and pressure changes on a micro level?</li>
<li>What predictions can be made based on short-term averages (3-Day and 7-Day)? Do meteorological fronts and constantly changing weather patterns confound the predictions?</li>
<li>Is it possible to observe evidence of climate change if the system is left in place for a year or more?</li>
</ol>
<p></div></div></div></div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="separator  normal   " style="margin-top: 32px;margin-bottom: 32px;background-color: #777777;height: 10px;"></div>
</div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="cq-tabs " style="width:80" data-tabsstyle="style1" data-titlebg="#f4f4f4" data-titlecolor="#777777" data-titlehoverbg="#dd9933" data-titlehovercolor="#ffffff" data-rotatetabs="0"><ul class="cq-tabmenu style1" style="background-color:#f4f4f4;border-bottom-color:#dd9933;"><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">TODAY</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">LAST 3 DAYS</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">LAST 7 DAYS</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">INDOOR-OUTDOOR</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">BACKGROUND</a></li><li style="background-color:#f4f4f4;"><a href="#" style="color:#777777;">QUESTIONS</a></li></ul><div class="cq-tabcontent style1" style="background:;"><div class="cq-tabitem" style="color:;"></p>
<h2>Indoor Monitoring System</h2>
<p><em>Click on a tab to view questions, graphs, and charts for the outdoor monitoring system. The charts and graphs are interactive; hovering over a dial, line, or bar will display specific values. Refreshing the page will update the graphs and charts.</em></p>
<h2>Current Readings</h2>
<p>The most recent readings from the indoor monitoring system. Refresh the page to view updated readings.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=2015867320&amp;format=interactive" width="361.5" height="189.3771186440678" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Timeline of Readings</h2>
<p>The timeline chart contains all of the values for today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=790002039&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Timeline of Readings</h2>
<p>The chart contains all of the values over three days including today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=1319223178&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Averages</h2>
<p>The bar graph contains the averages for temperature and humidity over three days including today. Today’s averages change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=171816660&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Frequency Statistics</h2>
<p>The table contains the frequency statistics for temperature and humidity over three days including today. Today’s values change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=1934592499&amp;format=interactive" width="600" height="249.5" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Timeline of Readings</h2>
<p>The timeline chart contains the values for temperature and humidity over seven days including today. The reading frequency is five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=6072133&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Averages</h2>
<p>The line graph contains the averages for temperature and humidity over seven days including today. Today’s averages change with each additional reading.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=1336320802&amp;format=interactive" width="600" height="371" frameborder="0" scrolling="no" seamless=""></iframe></p>
<h2>Frequency Statistics</h2>
<p>The table contains the frequency statistics for temperature and humidity over seven days including today. Today’s reading values update every five minutes.</p>
<p><iframe loading="lazy" src="https://docs.google.com/spreadsheets/d/e/2PACX-1vSOo8hqetvV_FQ05Jsx10OEbk2ADGRp8gedGrAePObjHeyjAXgnkl-2U6lmlJIWYGYRH-1o6MwUefSI/pubchart?oid=229122472&amp;format=interactive" width="754.5" height="256.5" frameborder="0" scrolling="no" seamless=""></iframe></div><div class="cq-tabitem" style="color:;"></p>
<h2>Coming Soon</h2>
<p></div><div class="cq-tabitem" style="color:;"></p>
<h2>Indoor Readings</h2>
<p>The graphs and charts in the tabs above come from an ESP-01 microcontroller and a DHT22 sensor that sit on a shelf in my apartment in Charlottesville, VA.</p>
<p>The indoor monitoring system works in the same way as the device that collects outdoor readings. The ESP-01 collects readings from the DHT22 sensor and sends the data to a web server on a Raspberry Pi. The Raspberry Pi parses the values and passes the information to a Google Sheet through Google&#8217;s API. I then make charts and graphs from the data by using various queries, functions, and pivot tables.</div><div class="cq-tabitem" style="color:;"></p>
<h2>Graph-Question Connections</h2>
<p>The included graphs and data display decisions arose from questions that I believe students might have if they built a similar indoor system.</p>
<ol>
<li>Are there patterns in how air conditioning or central heating is used over the course of a day?</li>
<li>Is there a connection between the indoor temperature and the outdoor temperature?</li>
<li>Does the air conditioner or central heating system increase or decrease the indoor humidity?</li>
</ol>
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		<title>Maker Faire 2017: Presentation</title>
		<link>https://www.willykjellstrom.com/maker-faire-2017-presentation/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Thu, 07 Sep 2017 00:58:06 +0000</pubDate>
				<category><![CDATA[Make]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[Arduino]]></category>
		<category><![CDATA[Citizen Science]]></category>
		<category><![CDATA[Rivanna]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20573</guid>

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			<p>Chris Stanek and I will be presenting at World Maker Faire 2017 in New York. We are sharing the <a href="http://www.willykjellstrom.com/water-testing/"><u>Arduino Water Analysis Station</u></a> project that wrapped up last Spring at Monticello High School. If you are at World Maker Faire, come and see us- we will be speaking on the Zone 4: Education stage at 1:45 PM on Saturday, September 23. The presentation should be listed as <em>Testing the Health of Rivers Using a Microcontroller &amp; Large Datasets</em> in the program.</p>

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		<title>littleBits Code Kit Projects</title>
		<link>https://www.willykjellstrom.com/littlebits-code-kit-projects/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Sun, 04 Jun 2017 10:00:03 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Games]]></category>
		<category><![CDATA[Animation]]></category>
		<category><![CDATA[Baseball]]></category>
		<category><![CDATA[Basketball]]></category>
		<category><![CDATA[Code Kit]]></category>
		<category><![CDATA[Game Design]]></category>
		<category><![CDATA[littleBits]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20525</guid>

					<description><![CDATA[]]></description>
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			<p>I spent the past month using <u><a href="https://shop.littlebits.cc/products/code-kit" target="_blank" rel="noopener noreferrer">littleBit&#8217;s Code Kit</a></u> with a group of fourth grade students at <u><a href="https://www2.k12albemarle.org/school/ahes/Pages/default.aspx" target="_blank" rel="noopener noreferrer">Agnor-Hurt Elementary School</a></u>. We used the modular, snap-together components (aka, bits) to build circuits that were then coded and assembled into a myriad of games. The work was a part of my involvement with the littleBits Lead Educator Program, an initiative designed to increase STEM interest around new littleBits product offerings.</p>

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			<p>This post contains student-made inventions. Each one took about an hour to design, code, and create! That includes time at the beginning for developing idea concepts as well as final prototype testing. This relatively quick trip through the design cycle is a pretty big selling point for the littleBits Code Kit considering the &#8220;cool&#8221; factor with each invention. At a retail price of $300 for each kit, it is a bit expensive but well worth it in terms of engagement and what the students produced.</p>

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			<p>NOTE: Each invention description is brief- it&#8217;s what appears on the <u><a href="http://littlebits.cc/projects" target="_blank" rel="noopener noreferrer">littleBits Invention Platform</a></u>. The embedded videos provide more information, so check them out.</p>

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			<h2>The Beating Heart</h2>

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			<p>Ba-Boom. Ba-Boom. That&#8217;s the sound of your animated heart (in littleBits form). This invention is a perfect extension for the Hello World activity in the Code Kit app.</p>

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			<h2>Stealthy McStealthmeister: The Game</h2>

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			<p>Be the first to build and play the game that requires silent sneakiness and teamwork: Stealthy McStealthmeister. This is a student invention that uses components in the littleBits Code Kit. How it Works: Try to sneak past the invention and take a nearby object- I bet you can&#8217;t!</p>

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<div class="wpb_gallery wpb_content_element vc_clearfix"><div class="wpb_wrapper"><div class="wpb_gallery_slides wpb_image_grid" data-interval="3"><div class="gallery_holder"><ul class="gallery_inner gallery_with_space  v4"><li class="no_grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister.jpg" data-rel="prettyPhoto[rel-20525-2073124380]"><span class="gallery_hover"><i class="fa fa-search"></i></span><img loading="lazy" decoding="async" width="300" height="225" src="https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister-300x225.jpg" class="attachment-medium" alt="" title="01 Stealthy McStealthmeister" srcset="https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister-300x225.jpg 300w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister-768x576.jpg 768w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister-800x600.jpg 800w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/01-Stealthy-McStealthmeister-700x525.jpg 700w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li><li class="no_grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister.png" data-rel="prettyPhoto[rel-20525-2073124380]"><span class="gallery_hover"><i class="fa fa-search"></i></span><img loading="lazy" decoding="async" width="300" height="188" src="https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister-300x188.png" class="attachment-medium" alt="" title="04 Stealthy McStealthmeister" srcset="https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister-300x188.png 300w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister-768x481.png 768w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister-700x438.png 700w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/04-Stealthy-McStealthmeister.png 1123w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li><li class="no_grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister.png" data-rel="prettyPhoto[rel-20525-2073124380]"><span class="gallery_hover"><i class="fa fa-search"></i></span><img loading="lazy" decoding="async" width="300" height="162" src="https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister-300x162.png" class="attachment-medium" alt="" title="02 Stealthy McStealthmeister" srcset="https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister-300x162.png 300w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister-768x416.png 768w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister-700x379.png 700w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/02-Stealthy-McStealthmeister.png 1250w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li><li class="no_grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister.png" data-rel="prettyPhoto[rel-20525-2073124380]"><span class="gallery_hover"><i class="fa fa-search"></i></span><img loading="lazy" decoding="async" width="300" height="205" src="https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister-300x205.png" class="attachment-medium" alt="" title="03 Stealthy McStealthmeister" srcset="https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister-300x205.png 300w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister-768x524.png 768w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister-700x478.png 700w, https://www.willykjellstrom.com/wp-content/uploads/2018/06/03-Stealthy-McStealthmeister.png 1083w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li></ul></div></div></div></div><div class="separator  small center  " style="margin-top: 32px;margin-bottom: 32px;background-color: #dd9933;width: 65%;"></div>
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			<h2>Pop-a-Shot Basketball</h2>

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			<p>Prove that you are the next Malcolm Brogdon by draining 3s on your own mini-basketball hoop. Keep score and challenge a friend with this Code Kit invention. It&#8217;s a great extension to the Ultimate Shootout lesson.</p>

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<a  itemprop="url" href="http://littlebits.cc/projects/pop-a-shot-basketball" target="_blank"  class="qbutton  medium default" style="">BUILD INSTRUCTIONS</a>	<div class="vc_empty_space"  style="height: 32px" ><span
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			<h2>Bonus Invention: Bullseye Baseball</h2>

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		<title>Testing the Rivanna River&#8217;s Water Quality</title>
		<link>https://www.willykjellstrom.com/water-testing/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Tue, 30 May 2017 05:00:39 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Math]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[ACPS]]></category>
		<category><![CDATA[Arduino]]></category>
		<category><![CDATA[Atlas-Scientific]]></category>
		<category><![CDATA[Conductivity]]></category>
		<category><![CDATA[Dissolved Oxygen]]></category>
		<category><![CDATA[Monticello High School]]></category>
		<category><![CDATA[pH]]></category>
		<category><![CDATA[Rivanna]]></category>
		<category><![CDATA[River]]></category>
		<category><![CDATA[SD]]></category>
		<category><![CDATA[Temperature]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20310</guid>

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			<p>The Rivanna River criss-crosses Albemarle County in central Virginia. It&#8217;s a major recreational waterway for fisherman and boaters that traverses through Charlottesville, under roadways, and around housing developments. The Rivanna&#8217;s tributaries originate in the Blue Ridge Mountains, flow into the James River, and contribute to the <u><a href="http://www.chesapeakebay.net/discover/baywatershed" target="_blank" rel="noopener noreferrer">Chesapeake Bay Watershed</a></u>.</p>

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			<p>Like other rivers in similar locations, the Rivanna River is subject to human encroachment activities, and it&#8217;s health has local ramifications as well as regional significance. The immediate Charlottesville area uses the Rivanna River as a source of water for agriculture, groundwater, fishing, swimming, and boating. Each gallon of water flows into the Chesapeake Bay Watershed which is a vital food source, natural buffer and filter for the Atlantic Ocean, and essential cog in the ecosystem. Population growth in Albemarle County and along the east coast contribute to problems impacting this waterway; organizations like the <u><a href="https://www.facebook.com/pg/RivConAlliance/">Rivanna Conservation Alliance</a></u> believe that stormwater runoff, wastewater, over fertilization of crops, and housing developments are some of the deleterious effects of people on the Rivanna River.</p>

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			<p>The Rivanna River&#8217;s general stability concerns many people including Chris Stanek, an environmental science teacher at Monticello High School in Charlottesville, VA. It&#8217;s for this underlying reason that he decided to help a group of students build an <em>Arduino Water Testing Station</em> to monitor and analyze portions of the river. Part <u><a href="https://www.citizensciencealliance.org/" target="_blank" rel="noopener noreferrer">citizen science</a></u> initiative and part curricular project, it exemplifies <u><a href="https://www.bie.org/about/what_pbl" target="_blank" rel="noopener noreferrer">project-based learning</a></u> at its most authentic and meaningful.</p>

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			<p>This is the story of the MoHS <em>Arduino Water Testing Station</em>.</p>

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			<h2>Planning</h2>

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			<p>I first worked with Chris Stanek in the Fall when he asked me to help design an <u><a href="http://www.willykjellstrom.com/weather-station/" target="_blank" rel="noopener noreferrer">Arudino-based weather project</a></u> for his environmental science classes. When that unit wrapped, Chris mentioned that he had another idea in mind: Studying the Rivanna River&#8217;s water quality using homemade instruments as a way to capture snapshots of the waterway&#8217;s health. We both agreed that this would be a fun but challenging approach to water quality testing, and we set some meeting dates after the winter break.</p>

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			<p>When January rolled around and the Spring semester was in full swing, Chris and I met to plan the framework for the <em>Arduino Water Testing Station</em> and what he wanted students to learn from participating in the project.</p>

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			<p>Chris said that he wanted to conduct water quality analysis using tools that would produce data sets that could be mathematically manipulated in spreadsheets. Autonomous deployment was also important; Manually collecting measurements by hand and running isolated field tests once a month would not produce the data that Chris believed would be useful. He wanted an instrument that could be placed in a river or stream to collect readings without someone physically present. It needed to be weatherproof, sturdy, and functional to the extent that it could run for several hours or days without maintenance or checking.</p>

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			<p>In terms of learning, Chris and I both stipulated that the projected needed to be student-driven during all phases of the project. To the extent that time permitted, any participating students needed to understand how to program the electronics and debug technical issues with the code and hardware. Designing and building the housing for the <em>Arduino Water Testing Station</em> was also a responsibility we wanted the high school participants to assume. Finally, we decided that the curricular connections should incorporate both mathematics and science. Namely, students should form hypotheses and draw conclusions based on longitudinal trends in the data corpus.</p>

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			<h2>Identifying Electronic Components</h2>

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			<p>After articulating the project parameters, Chris and I spent a couple of weeks identifying and purchasing all of the components for the <em>Arduino Water Testing Station</em>. We considered off-the-shelf kits and product offerings from companies like <u><a href="https://www.vernier.com/products/sensors/" target="_blank" rel="noopener noreferrer">Vernier</a></u> that did not need an Arduino or another type of microcontroller. Ultimately, however, none seemed to offer the customizability or features that would enable us to deploy an autonomous water testing station like what we envisioned. We needed an Arduino with compatible probes, circuits, sensors, and modules.</p>

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			<p>The Purchasing Spreadsheet contains all of the electronic items that are necessary to build the <em>Arduino Water Testing Station</em>. It does not include materials for constructing the housing container.</p>

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			<p>We settled on a kit of circuits and probes made by Atlas-Scientific. The <u><a href="https://www.atlas-scientific.com/product_pages/kits/env-sds-kit.html" target="_blank" rel="noopener noreferrer">ENV-SDS Kit</a></u> provided four major measurements that Chris believed would provide an accurate assessment of the Rivanna River- pH, dissolved oxygen, conductivity, and water temperature. It also included an <u><a href="https://en.wikipedia.org/wiki/Reduction_potential#Water_quality" target="_blank" rel="noopener noreferrer">ORP</a></u> circuit and probe (which we did not end up using). Although we wanted to include a water flow measurement, none of the <u><a href="https://www.atlas-scientific.com/flow-meters.html" target="_blank" rel="noopener noreferrer">Atlas-Scientific meters</a></u> were able to accommodate the flow rate of the Rivanna River even under calm conditions.</p>

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			<p>The Atlas-Scientific ENV-SDS Kit was expensive ($800) but addressed all of the project requirements. First, all of the included circuits and probes connected to an Arduino microcontroller. This prerequisite ensured that we could automate data collection by coding continuous measurements at specific time intervals without being physically close to the device. Second, each circuit was highly accurate and well documented. Atlas-Scientific included detailed manuals for calibrating the probes and connecting them to an Arduino. Finally, the ENV-SDS Kit worked with an aftermarket Arduino shield made by Whitebox Labs called the <u><a href="https://www.whiteboxes.ch/tentacle/#tentacle-t1" target="_blank" rel="noopener noreferrer">Tentacle Shield</a></u>. The Tentacle Shield allowed us to plug each circuit into the shield without additional wiring or electrical interference.</p>

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			<p>I also made a list of additional items that we needed to build a working station. This included a battery-powered clock (RTC) for time-stamping each measurement and a Micro-SD Card module for saving data in the field. Required components like an Arduino Uno, jumper wires, batteries, and a breadboard were identified and purchased to complete the station.</p>

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			<p>In February after all of the electronics arrived, Chris distributed a notice to his environmental science students to see who might be interested in participating in the project. Two high school seniors, Becky and Perry, jumped at the opportunity and joined in time to begin calibrating and wiring the electronics for the <em>Arduino Water Testing Station</em>.</p>

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			<h2>Probe Calibration</h2>

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			<p>Becky and Perry entered the project with a tough task to complete: calibrating the four probes for the <em>Arduino Water Testing Station</em>. Although they did not know a thing about microcontrollers or probes, both students understood the importance of having accurate measurements- something that would not be possible without individually calibrating each instrument.</p>

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			<p>I wrote a tutorial to guide their work because, honestly, I had difficulty figuring out how to calibrate the probes. The Atlas-Scientific instructions were quite detailed but included too many optional approaches to accomplish the same task. My interpretation of the multistep process involved shorting each circuit, uploading an Arduino sketch, testing each probe, and switching the circuits to <u><a href="https://learn.sparkfun.com/tutorials/i2c" target="_blank" rel="noopener noreferrer">I2C</a></u> mode- an activity that was still complex. It took Chris, Becky, and Perry a couple of weeks to calibrate all of the probes, and I helped them with all of the procedures until they were comfortable doing it without assistance.</p>

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			<p>The Probe Calibration Tutorial is not written for a novice to understand. It includes terminology and steps that require assistance from someone who knows about Arduino programming, pins, prototyping with a breadboard, and general wiring.</p>

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			<h2>Station Wiring &amp; Coding</h2>

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			<p>With all of the probes calibrated, Becky and Perry began a &#8220;setup gauntlet.&#8221; I don&#8217;t remember the exact experience but what I do recall is that they would take one step forward and I would nudge them two steps backwards. It was partly my fault; I was learning how the shield, probes, and circuits worked with the datalogging modules I purchased. I was often hovering just beyond their knowledge of what needed to be done.</p>

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			<p>Boiled down to its most simplistic form, Chris and the high school students did the following:</p>

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<li>Configured the Tentacle Shield to use the <u><a href="https://learn.sparkfun.com/tutorials/i2c" target="_blank" rel="noopener noreferrer">I2C communication protocol</a></u>. This included placing all of the calibrated circuits onto the shield and moving jumpers around.</li>
<li>Identified the I2C channels for each circuit on the Tentacle Shield.</li>
<li>Tested the Tentacle Shield, circuits, and probes for reliable and accurate readings.</li>
<li>Set the Real-Time Clock and wired it to the breadboard and Tentacle shield.</li>
<li>Flashed the Micro-SD Card and wired the Micro-SD Card Module to the breadboard and Tentacle Shield.</li>
<li>Downloaded and uploaded two Arduino sketches that powered the <em>Arduino Water Testing Station</em>.</li>
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			<p>I wrote the tutorial that&#8217;s linked below to guide them through the nuances of each step.</p>

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			<p>A note on the Arduino sketches: I wrote the sketches, not the students. Chris and I felt like it was too much to ask Becky and Perry to do this given our time constraints. So, I pieced together the code from a random array of Internet sources. However, Chris and I did spend time explaining how the sketches worked in tandem to queue the probes, take a reading, and save the data to the Micro-SD card.</p>

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			<p>The Station Wiring &amp; Coding Tutorial contains all of the instructions and code to build the electronics for the <em>Arduino Water Testing Station</em>. Although I am providing direct links to the two primary sketches below, there are other code files for testing the I2C channels and setting the RTC. See the tutorial.</p>

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			<h2>Housing</h2>

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			<p>In my opinion, designing and constructing the housing that held the electronics was the most rewarding part of the project. It gave me a chance to offer Becky and Perry suggestions without having to assume too much responsibility. They picked the station&#8217;s form and had to wrestle with protecting the Arduino and circuits when placed in a water-saturated environment. Chris and I injected our opinion when they missed an important consideration but it was ultimately the students who produced the final enclosure that went into the Rivanna River.</p>

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			<p>Becky and Perry decided that they would build a capsule out of different sizes of PVC pipe. They used a 4&#8243; piece of pipe for the main housing and added end caps for the bottom and top. Smaller 3/4&#8243; PVC pipe was cut and then fitted with right-angle couplings to form a two-legged stand. The stand was attached to a cored concrete block with extra large zip ties.</p>

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			<p>The Arduino, Tentacle Shield, breadboard, and modules rested on a piece of 3/4&#8243; PVC pipe that extended through the capsule. Becky and Perry packed the bottom with grocery bags to soften any jolts to the main capsule, and they fed the probes through hosing in the bottom cap. All of the gaps were sealed with silicone and a generous amount of electrical tape.</p>

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<div class="wpb_gallery wpb_content_element vc_clearfix"><div class="wpb_wrapper"><div class="wpb_gallery_slides wpb_image_grid" data-interval="3"><div class="gallery_holder"><ul class="gallery_inner gallery_with_space  v4"><li class="grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051017-08-H20-Field-Test.jpeg" data-rel="prettyPhoto[rel-20310-1488531258]"><img loading="lazy" decoding="async" width="300" height="225" src="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051017-08-H20-Field-Test-300x225.jpeg" class="attachment-medium" alt="" title="Field Testing the Main Housing" srcset="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051017-08-H20-Field-Test-300x225.jpeg 300w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051017-08-H20-Field-Test-768x576.jpeg 768w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051017-08-H20-Field-Test-800x600.jpeg 800w, 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data-rel="prettyPhoto[rel-20310-1488531258]"><img loading="lazy" decoding="async" width="300" height="225" src="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-10-H20-Build-300x225.jpg" class="attachment-medium" alt="" title="Constructing the Stand" srcset="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-10-H20-Build-300x225.jpg 300w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-10-H20-Build-768x576.jpg 768w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-10-H20-Build-800x600.jpg 800w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-10-H20-Build-700x525.jpg 700w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li><li class="grayscale"><a itemprop="image" class="qode-prettyphoto" href="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build.jpg" data-rel="prettyPhoto[rel-20310-1488531258]"><img loading="lazy" decoding="async" width="300" height="225" src="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build-300x225.jpg" class="attachment-medium" alt="" title="051917 11 H20 Build" srcset="https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build-300x225.jpg 300w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build-768x576.jpg 768w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build-800x600.jpg 800w, https://www.willykjellstrom.com/wp-content/uploads/2017/05/051917-11-H20-Build-700x525.jpg 700w" sizes="auto, (max-width: 300px) 100vw, 300px" /></a></li></ul></div></div></div></div></div></div></div></div></div><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">	<div class="vc_empty_space"  style="height: 32px" ><span
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			<h2>Deployment</h2>

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			<p>Date: Tuesday, May 23, 2017<br />
Time: 4:00 PM</p>

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			<p>All four of us gathered in Chris&#8217;s room at Monticello High School. It was perfect weather to test the <em>Arduino Water Testing Station</em>: 65º, overcast, and rain in the forecast. We packed up all of the supplies and the freshly sealed apparatus and drove to a nearby elementary school that backed up to the Rivanna River.</p>

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			<p>The first 30 minutes at the testing site was spent assembling and re-assembling the testing station in the school&#8217;s parking lot. We checked and double-checked the wiring, applied a healthy amount of electrical tape around the seals, and trudged off to the woods on a half-mile hike to the river bank.</p>

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			<p>Becky and Perry almost immediately began their final preparations when we touched the shallow waters of the Rivanna River. They zip-tied the stand to the block, wrapped circles of electrical tape around the main housing, and walked the station about 5&#8242; from the water&#8217;s edge. Becky carefully coaxed the probes into the water away from the concrete block as Perry gently let go. Resting broadside to the flow of the current, the <em>Arduino Water Testing Station</em> began collecting real, hard data about the water&#8217;s chemistry. At about 6:00 PM, we turned our attention to the hike back to our cars as sprinkles of rain began to ping off of leaves.</p>

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			<p>I had to proctor a standardized test the next morning while Becky and Perry returned to the Rivanna River to retrieve the station. From what they told me later that afternoon, a large branch knocked the station over at some point during the previous evening&#8217;s storm. Most of the main housing was submerged in the river, and water poured out of the area where the Arduino and circuits sat. They drained what they could, packed everything up in a van, and drove back to Monticello High School with little hope of examining data from the soaked electronics.</p>

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			<p>Everyone gathered during the final block of the day. While the students tore off electrical tape, Chris and I dried the electronics with paper towels. Piece by piece, we laid out the expensive components and threw away the cheap parts that were clearly damaged by the river water. The last part we examined was the Micro-SD Card. It did not look corrupt to the naked eye, so I placed it in a card reader and mounted the drive on my computer.</p>

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			<p>Lady Luck looked down upon our homemade contraption. Inside the Micro-SD Card was a .csv file with five hours of good data! Although the probes quit measuring at 11:00 PM the previous evening when the branch broadsided the stand, the <em>Arduino Water Testing Station</em> gathered over 1000 timestamped data points. Success.</p>

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			<p>I helped Becky and Perry import the .csv file into a Google Spreadsheet. After a few minutes of instruction, Becky was able to make a preliminary graph of the pH, temperature, and dissolved oxygen of the Rivanna River (see below). Chris discussed what some of the changes might mean but the final bell interrupted our conversation.</p>

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			<p>The <em>Rivanna River Data Spreadsheet</em> contains the readings from the first deployment on May 23, 2017. Ignore columns B and C when looking at the spreadsheet- column D contains the true time signatures. Our RTC was off by one hour!</p>

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			<figcaption class="vc_figure-caption">The Arduino Water Testing Team: Becky, Chris, and Perry</figcaption>
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			<p>That&#8217;s how the project ended: Becky and Perry walked out of the classroom on the day that they retrieved the <em>Arduino Water Testing Station</em> from the Rivanna River. Both were seniors and literally finished high school two hours later.</p>

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			<p>Chris and I lingered in the classroom for a few minutes on that final day. I told him that everyone learned a lot from the experience, and there were many changes that could be made for a more successful &#8220;next iteration.&#8221; Revisiting the housing design and waterproofing was one modification. Not placing the station perpendicular to the river&#8217;s current was another. Mistakes aside, I expressed how pleased I was with how the first test run went; Chris, Becky, and Perry completed a very complex project that not many high schools would even attempt. Heck, we even had some experts tell us that it could not be done!</p>

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			<p>As we parted ways, Chris and I agreed that we were both blessed to have worked with two dedicated, interested, and passionate students like Becky and Perry. We set some dates to debrief and revisit the data during the first part of the summer, and I left the room hoping that part 2 of the <em>Arduino Water Testing Station</em> would begin soon.</p>

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			<h3>Notes</h3>

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			<p>I encourage other people to use the tutorials and resources in this post to build their own <em>Arduino Water Testing Station</em>. Please post any questions in the comment section below.</p>

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			<p><u><a href="http://www.ferduino.com/forum/viewtopic.php?f=8&amp;t=414" target="_blank" rel="noopener noreferrer">Tentacle Shield Image</a></u><br />
<u><a href="https://www.whiteboxes.ch/tentacle/#tentacle-t1" target="_blank" rel="noopener noreferrer">Tentacle Shield: Serial, I2C, and Channel Images</a></u></p>

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		<title>littleBits Multiplication Problem Generator</title>
		<link>https://www.willykjellstrom.com/littlebits-multiplication/</link>
					<comments>https://www.willykjellstrom.com/littlebits-multiplication/#comments</comments>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Sat, 06 May 2017 10:00:40 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Math]]></category>
		<category><![CDATA[Fact Fluency]]></category>
		<category><![CDATA[littleBits]]></category>
		<category><![CDATA[Multiplication]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20264</guid>

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			<p>My nephew, a third grader, is working on multiplication fact fluency at home. It&#8217;s not his favorite activity to do after coming home from baseball practice. I don&#8217;t blame him; I only enjoyed doing it when I needed a quick way to go to sleep. The similarities between my experience and his also extends to what we used to learn these facts: flashcards, flashcards, flashcards.</p>

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			<p>I thought that it would be fun to make a multiplication problem generator with the <u><a href="http://littlebits.cc/code-kit" target="_blank" rel="noopener noreferrer">littleBits Code Kit</a></u> when I visit him over the summer. I could teach him some coding and circuitry while making the mundane task of multiplication facts a bit more random, different, and challenging.</p>

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			<p>But I did need to build it first to make sure that I knew what I was doing. Doing so helped me think about programming in the littleBits Code Kit environment and how to translate this for my eight-year-old nephew.</p>

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			<p>I can&#8217;t post the code because the littleBits Code Kit has not been released yet. However, I thought that I would share this &#8220;invention&#8221; for other educators to consider when thinking about purchasing the kit. Plus, this multiplication problem generator frames the kit as not just a game creation opportunity for kids (which it does very well) but also an invention tool that teachers can use to build their own creations.</p>

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			<p>The multiplication problem generator creates a random multiplication problem and solution after pressing the button. The problem appears in different colors on the LED Matrix. When the slide dimmer and dimmer are turned to the left, the range of values for the multiplicand and multiplier are between 0 and 12. So, for example, pressing the button with both dimmers to the left might produce a problem like 2&#215;12=24 or 5&#215;8=40.</p>

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			<p>Both dimmers set the smallest possible value (lower limit) for the multiplicand and multiplier&#8217;s range of random numbers. Moving the slide dimmer to the right results in a multiplicand range that includes larger numbers because the lower limit is larger. For example, the multiplicand&#8217;s lower limit is approximately 6 when the slide dimmer is in the middle. The range of random values would be between 6 and 12. The dimmer does the same thing to the multiplier. I like to think of both dimmers as the &#8220;Difficulty Levers.&#8221;</p>

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			<p>I set the display time for each number and symbol on the LED Matrix using code blocks in the littleBits app (not shared). This can be adjusted to give more or less time to solve the problem by modifying the &#8220;wait&#8221; code. For example, the = symbol appears for 5 seconds. Reducing the wait time for the = symbol would cause the product to appear sooner.</p>

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			<h2>Bits &amp; Uses</h2>

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<li><strong>Codebit</strong>: Stores the code sent from the littleBit Code Kit app.</li>
<li><strong>LED Matrix</strong>: Displays the random multiplication problem and its solution.</li>
<li><strong>USB Power &amp; Powerbank</strong>: Provides power for all of the bits (aka, parts).</li>
<li><strong>Powersnap (x2)</strong>: Provides power for the Slide Dimmer and Dimmer.</li>
<li><strong>Button</strong>: Pressing generates a random multiplication problem and its solution.</li>
<li><strong>Slide Dimmer</strong>: Adjusts the lower limit value for the multiplicand.</li>
<li><strong>Dimmer</strong>: Adjusts the lower limit value for the multiplier.</li>
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			<p>Adjust the wait time code in the littleBits Code Kit app to make the products appear sooner.</p>

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			<p>Adjust the range of numbers in the littleBits Code Kit app to make the problems either harder or easier.</p>

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			<p>Change the operator in the littleBis Code Kit app to make the problem generator display addition, subtraction, or division problems.</p>

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			<p>Use the Speaker bit to add an audible countdown timer that indicates how much time remains before the solution is displayed.</p>

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			<p>Use the Servo bit to add a visual countdown timer (similar to a flag or dial) that indicates how much time remains before the solution is displayed.</p>

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			<p>Use the Bargraph bit to add a visual countdown timer that indicates how much time remains before the solution is displayed.</p>

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		<post-id xmlns="com-wordpress:feed-additions:1">20264</post-id>	</item>
		<item>
		<title>Mathlandia</title>
		<link>https://www.willykjellstrom.com/mathlandia/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Sat, 29 Apr 2017 10:00:05 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Math]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[ACPS]]></category>
		<category><![CDATA[Kinect]]></category>
		<category><![CDATA[Makey-Makey]]></category>
		<category><![CDATA[Scratch]]></category>
		<category><![CDATA[Video Games]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20238</guid>

					<description><![CDATA[]]></description>
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			<p>It sometimes feels like you are sitting in an alternate universe when participating in an elementary math activity. The classroom takes on an other-worldly quality that is known only as <em>Mathlandia</em> to some kids, and its rules and ways of knowing follow seemingly arbitrary conventions that are better followed than understood. To succeed one often needs to know mnemonics about <u><a href="https://en.wikipedia.org/wiki/Order_of_operations#Mnemonics" target="_blank" rel="noopener noreferrer">excusing Sally</a></u> or multi-step procedures that involve lattices, crossing out numbers, measuring random lines, or using funny looking symbols in particular places. And memorization is very, very important (<u><a href="https://www.amazon.com/Whats-Math-Got-Transform-Mathematics/dp/0143128299/ref=sr_1_1?ie=UTF8&amp;qid=1492956774&amp;sr=8-1&amp;keywords=boaler+what%27s+math" target="_blank" rel="noopener noreferrer">Boaler, 2015</a></u>).</p>

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			<p>Never mind word problems! In <em>Mathlandia</em>, students slog through quasi-realistic, make-believe passages that ask students to imagine the cost of things like quiche (if ⅛ of a piece costs $1.25). There’s paragraphs about trains rumbling towards mystical cities named True Town (ironic) as well as <u><a href="https://youtu.be/5zwca4Z5JUw?t=32s" target="_blank" rel="noopener noreferrer">problems that involve giving people insane amounts of fruit</a></u>. Even when decoding and comprehending text is not an issue, students are told to unlock the keys to fictitious problems by searching for <u><a href="https://msburkettsmathclass.files.wordpress.com/2013/07/mathoperationsteachersnotes.png" target="_blank" rel="noopener noreferrer">keywords</a></u> like fewer (subtraction) or altogether (addition).</p>

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			<p>It’s no wonder that <em>Mathlandia’s</em> students become confused when presented with problems like this: “There are 15 students in the class altogether. If 8 of the students are boys, how many are girls?” Third-grade sleuths trained in the art of math codebreaking are more likely to answer 23 than any other response. “Look at what the problem is asking,” teachers in <em>Mathlandia</em> say quizzically. The nonplussed students shout in unision, “Altogether is addition! Altogether is addition! Altogether is addition!”</p>

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			<p>That’s what some children believe school math entails when they enter a math classroom or begin an activity with numbers: They are beginning an adventure in <em>Mathlandia</em> and schoolishness. A journey that involves decontextualized situations with little intrinsic meaning, lots of abstract concepts, and even less common sense. In <em>Mathlandia</em>, there’s an overemphasis on procedural understanding when <u><a href="http://www.nctm.org/Standards-and-Positions/Common-Core-State-Standards/Teaching-and-Learning-Mathematics-with-the-Common-Core/" target="_blank" rel="noopener noreferrer">a balance of conceptual knowledge within mathematical processes is what experts recommend</a></u>.</p>

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			<p>The videos below feature two classroom examples that exist outside of Mathlandia and pseudocontexts. Each uses technology as a mechanism for reducing the artificiality associated with math activities in the elementary classroom- and helps affirm the students’ relational ideas about mathematical concepts.</p>

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			<p style="text-align: center;"><em>Note: Mathlandia was made up for this post. It does not refer to the iOS app with the same name.</em></p>

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				<h4 class="clearfix title-holder" style=""><span class="accordion_mark left_mark"><span class="accordion_mark_icon"></span></span><span class="tab-title">References</span><span class="accordion_mark right_mark"><span class="accordion_mark_icon"></span></span></h4>
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			<p><a href="https://upload.wikimedia.org/wikipedia/commons/1/17/Lyapunov-fractal.png" target="_blank" rel="noopener noreferrer">Fractals Image</a></p>

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		<post-id xmlns="com-wordpress:feed-additions:1">20238</post-id>	</item>
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		<title>The RIFFLE: A Stream Monitoring Project</title>
		<link>https://www.willykjellstrom.com/riffle/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Thu, 23 Feb 2017 11:00:20 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[ACPS]]></category>
		<category><![CDATA[Arduino]]></category>
		<category><![CDATA[Code]]></category>
		<category><![CDATA[Creek]]></category>
		<category><![CDATA[Crozet]]></category>
		<category><![CDATA[RTC]]></category>
		<category><![CDATA[SD]]></category>
		<category><![CDATA[Stream]]></category>
		<category><![CDATA[Temperature]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=20161</guid>

					<description><![CDATA[]]></description>
										<content:encoded><![CDATA[<div class="wpb-content-wrapper"><div      class="vc_row wpb_row section vc_row-fluid " style=' text-align:left;'><div class=" full_section_inner clearfix"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper">
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			<p>I first heard the term RIFFLE (Remote Independent Field Friendly Logger Electronic) during a professional development session that I was leading. A teacher approached me, asked if I knew anything about Arduino microcontrollers, and wondered if I could help him and two other teachers figure out the electronics for a science project they planned the previous year.</p>

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			<p>The three fifth-grade teachers and their students wanted to build a RIFFLE that gathered scientific data on nearby creeks and streams. The idea arose out of interest in understanding the Flint Water Crisis and how to prevent such an event from happening in their town of Crozet, VA. Over the course of three months, we put together a plan for building, deploying, and analyzing data from RIFFLEs placed around the school.*</p>

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			<p>Below is a list of the materials, tutorials, and code to build the RIFFLE that was used with the fifth-grade students. Click on a heading (Materials, Tutorial, etc&#8230;) to learn how to replicate the apparatus in your classroom.</p>

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			<p><em>*The video above is a more robust project overview.</em></p>

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			<ul class="tabs-nav"><li><a href="#tab-0be98c61-9f12-6">Tutorial</a></li><li><a href="#tab-5e107182-d614-7">Materials</a></li><li><a href="#tab-1477352931867-2-1">Code</a></li><li><a href="#tab-1477352947672-3-8">Videos</a></li><li><a href="#tab-1477353545658-4-5">Pictures</a></li></ul>
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			<h3>Tutorial Information</h3>

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			<p>Viewing the tutorial opens a Google Doc in a separate browser tab. If you would like to make a copy of this tutorial, click on the second button. It will copy the Google Doc and prompt you to save it in your Google Drive account.</p>

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			<p>The tutorial includes a brief overview of how to export data from the Micro-SD Card and import the values into a Google Spreadsheet for analysis.</p>

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			<h3>Items to Purchase</h3>

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			<p>The spreadsheet contains items for building the RIFFLE in the video. The required items are noted in column A. It might be helpful to read the tutorial before purchasing. The one-wire thermometer will likely require soldering if a breadboard is used.</p>

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			<p>Not included in the purchase list are materials for enclosing the RIFFLE. Making some type of housing to protect the electronics from water and other weather-related events is important.</p>

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			<h3>Code Information</h3>

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			<p>The RIFFLE sketches work with all Arduinos and are written for the Arduino IDE (.ino). There are two sketches:</p>

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<li>RTC Setup Sketch- This code is used to set the RTC (real-time clock). It&#8217;s necessary to upload this sketch prior to using the RIFFLE so that the timestamp is accurate.</li>
<li>RIFFLE Sketch- This code is the instructions for logging data from the sensors to the Micro-SD card. See the Tutorial for additional information.</li>
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		<post-id xmlns="com-wordpress:feed-additions:1">20161</post-id>	</item>
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		<title>The Arduino Weather Station</title>
		<link>https://www.willykjellstrom.com/weather-station/</link>
		
		<dc:creator><![CDATA[Willy]]></dc:creator>
		<pubDate>Sun, 30 Oct 2016 16:00:49 +0000</pubDate>
				<category><![CDATA[Coding]]></category>
		<category><![CDATA[Science]]></category>
		<category><![CDATA[Altitude]]></category>
		<category><![CDATA[Arduino]]></category>
		<category><![CDATA[BME280]]></category>
		<category><![CDATA[Code]]></category>
		<category><![CDATA[Humidity]]></category>
		<category><![CDATA[Pressure]]></category>
		<category><![CDATA[RTC]]></category>
		<category><![CDATA[SD]]></category>
		<category><![CDATA[Temperature]]></category>
		<category><![CDATA[Weather]]></category>
		<guid isPermaLink="false">http://www.willykjellstrom.com/?p=19984</guid>

					<description><![CDATA[]]></description>
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			<p>Two teachers and I have been working on an Arduino Weather Station setup for a high school meteorology unit. It&#8217;s taken us a month of planning, prototyping, and testing, but we are ready to introduce our creation to students.</p>

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			<p>The project&#8217;s objective was to create a datalogging tool that students could build, place in the field, and collect time-stamped weather information. We really wanted students to &#8220;do what scientists and meteorologists do&#8221; by analyzing longitudinal data and developing mathematically based conclusions about temperature, humidity, pressure, and altitude- and then make weather predictions.</p>

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			<iframe loading="lazy" width="100%" height="371" seamless frameborder="0" scrolling="no" src="https://docs.google.com/spreadsheets/d/1iRo3KHfYi1hsNieCn8CMcK80MVG3WASZBVuSJfavVrk/pubchart?oid=1323919807&amp;format=interactive"></iframe>
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			<h3>Interactive Graph</h3>

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			<p>The graph on the left is a 10-hour snapshot of collected data from an Arduino Weather Station prototype. It was processed in a <span style="text-decoration: underline;"><a href="https://docs.google.com/spreadsheets/d/1iRo3KHfYi1hsNieCn8CMcK80MVG3WASZBVuSJfavVrk/edit?usp=sharing" target="_blank">Google Spreadsheet</a></span> and contains &gt;7,000 data points.</p>

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			<p>I am including the materials, tutorials, and code to build my version of a datalogging Arduino Weather Station. Click on a heading to read more.</p>

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			<h3>Necessary Items</h3>

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			<p><em>Order one of each of the following items. It might be cheaper to order a larger quantity from eBay if you are building multiple weather stations.</em></p>

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<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Kingston-microSDHC-Class-Memory-SDC4/dp/B00200K1TS/ref=sr_1_1?ie=UTF8&amp;qid=1477829436&amp;sr=8-1&amp;keywords=micro+sd+8gb" target="_blank">8GB Micro-SD Card, Class 4</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/AspenTek-Battery-Accessories-Arduino-pieces/dp/B00NIOQN9M/ref=sr_1_1?s=pc&amp;ie=UTF8&amp;qid=1475748458&amp;sr=1-1&amp;keywords=9v+battery+connector+arduino" target="_blank">9V Battery Clip</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/AmazonBasics-Everyday-Alkaline-Batteries-8-Pack/dp/B00MH4QM1S/ref=sr_1_2_a_it?ie=UTF8&amp;qid=1475748552&amp;sr=8-2&amp;keywords=9v+battery" target="_blank">9V Battery</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.adafruit.com/products/2652" target="_blank">BME280 Sensor</a></span> (soldering required)</li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Arduino-Uno-R3-Microcontroller-A000066/dp/B008GRTSV6/ref=sr_1_3?s=electronics&amp;ie=UTF8&amp;qid=1475749686&amp;sr=1-3&amp;keywords=arduino+uno" target="_blank">Arduino Uno</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Elegoo-Breadboard-Solderless-Distribution-Connecting/dp/B01EV6LJ7G/ref=sr_1_3?s=pc&amp;ie=UTF8&amp;qid=1475748298&amp;sr=1-3&amp;keywords=breadboard+830" target="_blank">Breadboard</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Elenco-Piece-Pre-formed-Jumper-Wire/dp/B0002H7AIG/ref=sr_1_4?ie=UTF8&amp;qid=1475748882&amp;sr=8-4&amp;keywords=jumper+wire+kit" target="_blank">Jumper Wire Kit</a></span> (flat)</li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/dp/B00JUKL4XI?psc=1&amp;smid=A1F5530GB083FT" target="_blank">Jumper Wires</a></span></li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/SenMod-Adapter-Reader-Module-Arduino/dp/B01JYNEX56/ref=sr_1_17?ie=UTF8&amp;qid=1477404697&amp;sr=8-17&amp;keywords=arduino+sd+card+module" target="_blank">Micro-SD Card Module</a></span> (only need 1)</li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Kingston-microSDHC-Class-Memory-SDC4/dp/B00200K1TS/ref=sr_1_1?ie=UTF8&amp;qid=1477829436&amp;sr=8-1&amp;keywords=micro+sd+8gb" target="_blank">USB Cord</a></span> (A-B)</li>
<li><span style="text-decoration: underline;"><a href="https://www.amazon.com/Donop-DS3231-AT24C32-precision-Arduino/dp/B00HCB7VYS/ref=sr_1_3?ie=UTF8&amp;qid=1477829808&amp;sr=8-3&amp;keywords=arduino+rtc" target="_blank">DS3231 RTC</a></span> (with battery)</li>
</ul>

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			<h3>Optional Items</h3>

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			<p><em>It&#8217;s likely that these items will be used at some point during the build. The container and hot glue supplies are for weatherproofing the electronics for field use.</em></p>

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<li>Soldering Station</li>
<li>Solder</li>
<li>Helping Hands</li>
<li>Solid 22G Wire</li>
<li>Shrink Wrap</li>
<li>Heat Gun</li>
<li>Plastic Food Storage Container</li>
<li>Hot Glue Gun &amp; Hot Glue</li>
</ul>

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			<h3>Info</h3>

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			<p>Viewing the tutorial opens a Google Doc in a separate browser tab. If you would like to make a copy of this tutorial, click on the second button. It will copy the Google Doc and prompt you to save it in your Google Drive account.</p>

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			<p>The tutorial includes a brief overview of how to export data from the Arduino Weather Station&#8217;s Micro-SD Card and import the values into a Google Spreadsheet for analysis.</p>

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			<h3>Arduino Sketches</h3>

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<li><span style="text-decoration: underline;"><a href="https://drive.google.com/open?id=0B0uafPK_TNsOdEhtejJMd2RfYUE" target="_blank">RTC Setup Sketch (.ino)</a></span></li>
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			<p>This code sets the real-time clock. See the tutorial for additional information.</p>

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<li><span style="text-decoration: underline;"><a href="https://drive.google.com/open?id=0B0uafPK_TNsOcGhNTDRJTXBsOTg" target="_blank">Weather Station Sketch (.ino)</a></span></li>
</ul>

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			<p>This is the primary code that powers the Arduino Weather Station.</p>

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<li><span style="text-decoration: underline;"><a href="https://github.com/adafruit/Adafruit_BME280_Library" target="_blank">BME280 Library</a></span> (Github)</li>
<li>Miscellaneous Libraries (see Tutorial tab)</li>
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